Linux explores new way of authenticating developers and their code

Model: @cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 Compare

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite	+0.10	ND	Mild positive	0.80	0.00	tech security
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	0.00	ND	Neutral	0.80	0.00	Tech news

Section	@cf/meta/llama-4-scout-17b-16e-instruct lite	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	Delta
Preamble	ND	ND
Article 1	ND	ND
Article 2	ND	ND
Article 3	ND	ND
Article 4	ND	ND
Article 5	ND	ND
Article 6	ND	ND
Article 7	ND	ND
Article 8	ND	ND
Article 9	ND	ND
Article 10	ND	ND
Article 11	ND	ND
Article 12	ND	ND
Article 13	ND	ND
Article 14	ND	ND
Article 15	ND	ND
Article 16	ND	ND
Article 17	ND	ND
Article 18	ND	ND
Article 19	ND	ND
Article 20	ND	ND
Article 21	ND	ND
Article 22	ND	ND
Article 23	ND	ND
Article 24	ND	ND
Article 25	ND	ND
Article 26	ND	ND
Article 27	ND	ND
Article 28	ND	ND
Article 29	ND	ND
Article 30	ND	ND

+0.10	Linux explores new way of authenticating developers and their code (www.zdnet.com)
	29 points by CrankyBear 3 days ago \| 5 comments on HN \| Mild positive ~lite vlite-1.4

Summary ~lite tech security Neutral

ZDNET reports on Linux kernel's new authentication method.

EQ 0.50

SO 0.60

TD 0.70

Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available

Longitudinal 392 HN snapshots · 43 evals

Audit Trail 63 entries

2026-03-01 19:25	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 19:25	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 19:12	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 19:12	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 19:08	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 19:08	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 18:42	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 18:42	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 18:37	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 18:37	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 18:27	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 18:27	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 17:33	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 17:33	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 17:17	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 17:17	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 16:14	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 16:14	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 16:03	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 16:03	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 15:34	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 15:34	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 15:00	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 15:00	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 14:29	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 14:29	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 14:25	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 14:25	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 14:19	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 14:19	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 13:37	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 13:37	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 13:32	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 13:32	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 13:32	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 13:32	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 12:51	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 12:51	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 12:51	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 12:51	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 12:46	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 12:09	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 12:07	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 11:24	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 11:21	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-02-28 18:33	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-02-28 18:28	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-02-28 18:27	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-02-28 18:03	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-02-28 18:02	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-02-28 17:38	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-02-28 17:37	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-02-28 17:10	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-02-28 17:08	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-02-28 17:06	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-02-28 16:41	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-02-28 16:40	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-02-28 15:50	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-02-28 15:50	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-02-28 09:18	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-02-28 09:17	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-02-28 04:06	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-02-28 03:50	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Tech article, neutral stance

build 1ad9551+j7zs · deployed 2026-03-02 09:09 UTC · evaluated 2026-03-02 13:57:54 UTC